38 citations · 55 across the 3 of their papers we have counts for
3 papers
Dendritic error backpropagation in deep cortical microcircuits
João Sacramento, Rui Ponte Costa, Yoshua Bengio +1
Animal behaviour depends on learning to associate sensory stimuli with the desired motor command. Understanding how the brain orchestrates the necessary synaptic modifications acro…
Spiking neurons with short-term synaptic plasticity form superior generative networks
Luziwei Leng, Roman Martel, Oliver Breitwieser +5
Spiking networks that perform probabilistic inference have been proposed both as models of cortical computation and as candidates for solving problems in machine learning. However,…
Feedforward Initialization for Fast Inference of Deep Generative Networks is biologically plausible
Yoshua Bengio, Benjamin Scellier, Olexa Bilaniuk +2
We consider deep multi-layered generative models such as Boltzmann machines or Hopfield nets in which computation (which implements inference) is both recurrent and stochastic, but…